Pandas Profiling Report after cleaning

Dataset statistics

Number of variables	20
Number of observations	159088
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	75.1 MiB
Average record size in memory	495.0 B

Variable types

Numeric	14
Categorical	6

Warnings

`artists` has a high cardinality: 34384 distinct values	High cardinality
`id` has a high cardinality: 159088 distinct values	High cardinality
`name` has a high cardinality: 126490 distinct values	High cardinality
`release_date` has a high cardinality: 10906 distinct values	High cardinality
`id` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`id` has unique values	Unique
`instrumentalness` has 37197 (23.4%) zeros	Zeros
`key` has 20214 (12.7%) zeros	Zeros
`popularity` has 32180 (20.2%) zeros	Zeros

Reproduction

Analysis started	2022-09-30 20:12:05.208587
Analysis finished	2022-09-30 20:12:57.134882
Duration	51.93 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	159088
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87310.95457
Minimum	0
Maximum	174387
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	8633.35
Q1	43932.75
median	87542.5
Q3	131128.25
95-th percentile	165712.65
Maximum	174387
Range	174387
Interquartile range (IQR)	87195.5

Descriptive statistics

Standard deviation	50430.23781
Coefficient of variation (CV)	0.5775934768
Kurtosis	-1.203802178
Mean	87310.95457
Median Absolute Deviation (MAD)	43597.5
Skewness	-0.01007640372
Sum	1.389012514 × 10¹⁰
Variance	2543208886
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
40249	1	< 0.1%
154977	1	< 0.1%
152928	1	< 0.1%
42302	1	< 0.1%
48445	1	< 0.1%
46396	1	< 0.1%
36155	1	< 0.1%
34106	1	< 0.1%
38200	1	< 0.1%
Other values (159078)	159078	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
174387	1	< 0.1%
174377	1	< 0.1%
174375	1	< 0.1%
174371	1	< 0.1%
174369	1	< 0.1%
174365	1	< 0.1%
174363	1	< 0.1%
174361	1	< 0.1%
174359	1	< 0.1%
174357	1	< 0.1%

acousticness
Real number (ℝ_≥0)

Distinct	4793
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5114173244
Minimum	0
Maximum	0.996
Zeros	3
Zeros (%)	< 0.1%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00104
Q1	0.0981
median	0.546
Q3	0.907
95-th percentile	0.993
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.8089

Descriptive statistics

Standard deviation	0.3804766597
Coefficient of variation (CV)	0.7439651368
Kurtosis	-1.622078769
Mean	0.5114173244
Median Absolute Deviation (MAD)	0.394
Skewness	-0.08135714389
Sum	81360.35931
Variance	0.1447624886
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	3057	1.9%
0.994	2289	1.4%
0.993	1755	1.1%
0.992	1485	0.9%
0.991	1309	0.8%
0.99	1149	0.7%
0.989	1067	0.7%
0.996	1061	0.7%
0.988	919	0.6%
0.987	821	0.5%
Other values (4783)	144176	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1 × 10⁶	1	< 0.1%
1.01 × 10⁶	2	< 0.1%
1.02 × 10⁶	1	< 0.1%
1.03 × 10⁶	1	< 0.1%
1.04 × 10⁶	2	< 0.1%
1.05 × 10⁶	1	< 0.1%
1.07 × 10⁶	1	< 0.1%
1.1 × 10⁶	1	< 0.1%
1.11 × 10⁶	1	< 0.1%

Value	Count	Frequency (%)
0.996	1061	0.7%
0.995	3057	1.9%
0.994	2289	1.4%
0.993	1755	1.1%
0.992	1485	0.9%
0.991	1309	0.8%
0.99	1149	0.7%
0.989	1067	0.7%
0.988	919	0.6%
0.987	821	0.5%

artists
Categorical

HIGH CARDINALITY

Distinct	34384
Distinct (%)	21.6%
Missing	0
Missing (%)	0.0%
Memory size	12.9 MiB

['Francisco Canaro']	949
['Ignacio Corsini']	621
['Frank Sinatra']	605
['Elvis Presley']	494
['Bob Dylan']	459
Other values (34379)	155960

Length

Max length	498
Median length	17
Mean length	23.78459092
Min length	5

Characters and Unicode

Total characters	3783843
Distinct characters	655
Distinct categories	19 ?
Distinct scripts	11 ?
Distinct blocks	12 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21022 ?
Unique (%)	13.2%

Sample

1st row	['Mamie Smith']
2nd row	["Screamin' Jay Hawkins"]
3rd row	['Mamie Smith']
4th row	['Oscar Velazquez']
5th row	['Mixe']

Value	Count	Frequency (%)
['Francisco Canaro']	949	0.6%
['Ignacio Corsini']	621	0.4%
['Frank Sinatra']	605	0.4%
['Elvis Presley']	494	0.3%
['Bob Dylan']	459	0.3%
['Francisco Canaro', 'Charlo']	456	0.3%
['Johnny Cash']	447	0.3%
['The Beach Boys']	418	0.3%
['Miles Davis']	412	0.3%
['The Beatles']	402	0.3%
Other values (34374)	153825	96.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
the	16935	3.6%
orchestra	5957	1.3%
	5826	1.2%
john	2406	0.5%
francisco	2354	0.5%
canaro	2249	0.5%
his	1796	0.4%
of	1742	0.4%
de	1711	0.4%
van	1699	0.4%
Other values (27959)	425595	90.9%

Most occurring characters

Value	Count	Frequency (%)
'	424635	11.2%
	309183	8.2%
e	252474	6.7%
a	243910	6.4%
r	187110	4.9%
n	183675	4.9%
i	179076	4.7%
o	173972	4.6%
[	159094	4.2%
]	159094	4.2%
Other values (645)	1511620	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2165087	57.2%
Other Punctuation	499926	13.2%
Uppercase Letter	478642	12.6%
Space Separator	309183	8.2%
Close Punctuation	159266	4.2%
Open Punctuation	159264	4.2%
Decimal Number	5915	0.2%
Dash Punctuation	2880	0.1%
Other Letter	2855	0.1%
Nonspacing Mark	379	< 0.1%
Other values (9)	446	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
เ	145	5.1%
อ	142	5.0%
ร	131	4.6%
ย	114	4.0%
น	112	3.9%
ล	79	2.8%
ว	74	2.6%
ม	71	2.5%
ฟ	67	2.3%
ด	55	1.9%
Other values (355)	1865	65.3%

Value	Count	Frequency (%)
e	252474	11.7%
a	243910	11.3%
r	187110	8.6%
n	183675	8.5%
i	179076	8.3%
o	173972	8.0%
l	125235	5.8%
s	124824	5.8%
t	110818	5.1%
h	89564	4.1%
Other values (132)	494429	22.8%

Value	Count	Frequency (%)
S	40255	8.4%
B	37222	7.8%
C	35883	7.5%
T	35478	7.4%
M	35340	7.4%
A	25216	5.3%
J	24211	5.1%
R	24136	5.0%
D	24110	5.0%
P	22506	4.7%
Other values (74)	174285	36.4%

Value	Count	Frequency (%)
'	424635	84.9%
,	55523	11.1%
.	7505	1.5%
&	5599	1.1%
"	5264	1.1%
/	794	0.2%
!	382	0.1%
*	58	< 0.1%
・	34	< 0.1%
:	33	< 0.1%
Other values (8)	99	< 0.1%

Value	Count	Frequency (%)
ิ	137	36.1%
์	102	26.9%
ี	67	17.7%
ั	16	4.2%
้	15	4.0%
ู	12	3.2%
ุ	11	2.9%
๊	7	1.8%
่	5	1.3%
็	5	1.3%
Other values (2)	2	0.5%

Value	Count	Frequency (%)
2	1079	18.2%
0	1014	17.1%
1	947	16.0%
5	567	9.6%
9	516	8.7%
7	444	7.5%
3	390	6.6%
4	349	5.9%
8	347	5.9%
6	262	4.4%

Value	Count	Frequency (%)
-	2838	98.5%
–	40	1.4%
〜	2	0.1%

Value	Count	Frequency (%)
’	32	48.5%
”	26	39.4%
»	8	12.1%

Value	Count	Frequency (%)
[	159094	99.9%
(	170	0.1%

Value	Count	Frequency (%)
]	159094	99.9%
)	172	0.1%

Value	Count	Frequency (%)
+	42	87.5%
\|	6	12.5%

Value	Count	Frequency (%)
®	2	66.7%
☆	1	33.3%

Value	Count	Frequency (%)
´	3	60.0%
`	2	40.0%

Value	Count	Frequency (%)
³	1	50.0%
²	1	50.0%

Value	Count	Frequency (%)
«	8	72.7%
“	3	27.3%

Value	Count	Frequency (%)
	309183	100.0%

Value	Count	Frequency (%)
$	287	100.0%

Value	Count	Frequency (%)
_	10	100.0%

Value	Count	Frequency (%)
ー	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2634128	69.6%
Common	1136880	30.0%
Greek	7911	0.2%
Thai	1857	< 0.1%
Cyrillic	1702	< 0.1%
Han	751	< 0.1%
Katakana	289	< 0.1%
Hebrew	204	< 0.1%
Arabic	64	< 0.1%
Hiragana	32	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
萍	35	4.7%
崔	34	4.5%
璇	30	4.0%
薇	30	4.0%
周	29	3.9%
紫	29	3.9%
張	27	3.6%
光	25	3.3%
蘭	24	3.2%
白	24	3.2%
Other values (207)	464	61.8%

Value	Count	Frequency (%)
e	252474	9.6%
a	243910	9.3%
r	187110	7.1%
n	183675	7.0%
i	179076	6.8%
o	173972	6.6%
l	125235	4.8%
s	124824	4.7%
t	110818	4.2%
h	89564	3.4%
Other values (113)	963470	36.6%

Value	Count	Frequency (%)
ς	715	9.0%
α	693	8.8%
ο	491	6.2%
τ	481	6.1%
ρ	448	5.7%
η	428	5.4%
ν	358	4.5%
λ	299	3.8%
ι	282	3.6%
κ	271	3.4%
Other values (43)	3445	43.5%

Value	Count	Frequency (%)
'	424635	37.4%
	309183	27.2%
[	159094	14.0%
]	159094	14.0%
,	55523	4.9%
.	7505	0.7%
&	5599	0.5%
"	5264	0.5%
-	2838	0.2%
2	1079	0.1%
Other values (42)	7066	0.6%

Value	Count	Frequency (%)
е	142	8.3%
и	129	7.6%
н	128	7.5%
р	125	7.3%
о	118	6.9%
а	115	6.8%
с	81	4.8%
т	73	4.3%
л	62	3.6%
м	58	3.4%
Other values (41)	671	39.4%

Value	Count	Frequency (%)
เ	145	7.8%
อ	142	7.6%
ิ	137	7.4%
ร	131	7.1%
ย	114	6.1%
น	112	6.0%
์	102	5.5%
ล	79	4.3%
ว	74	4.0%
ม	71	3.8%
Other values (41)	750	40.4%

Value	Count	Frequency (%)
オ	29	10.0%
ト	16	5.5%
セ	15	5.2%
シ	15	5.2%
キ	14	4.8%
ゲ	13	4.5%
ル	12	4.2%
デ	12	4.2%
ソ	11	3.8%
ウ	11	3.8%
Other values (38)	141	48.8%

Value	Count	Frequency (%)
나	2	8.0%
율	2	8.0%
김	2	8.0%
시	1	4.0%
온	1	4.0%
한	1	4.0%
해	1	4.0%
팬	1	4.0%
텀	1	4.0%
미	1	4.0%
Other values (12)	12	48.0%

Value	Count	Frequency (%)
と	11	34.4%
ゆ	3	9.4%
み	3	9.4%
ま	2	6.2%
や	2	6.2%
る	1	3.1%
た	1	3.1%
つ	1	3.1%
あ	1	3.1%
べ	1	3.1%
Other values (6)	6	18.8%

Value	Count	Frequency (%)
م	14	21.9%
د	9	14.1%
ي	9	14.1%
ح	7	10.9%
ف	5	7.8%
و	5	7.8%
ز	5	7.8%
ا	2	3.1%
ل	2	3.1%
إ	2	3.1%
Other values (2)	4	6.2%

Value	Count	Frequency (%)
ו	48	23.5%
א	24	11.8%
מ	24	11.8%
ן	24	11.8%
ה	24	11.8%
ר	12	5.9%
ל	12	5.9%
ך	12	5.9%
ס	12	5.9%
ב	12	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3760388	99.4%
None	18380	0.5%
Thai	1857	< 0.1%
Cyrillic	1702	< 0.1%
CJK	751	< 0.1%
Katakana	337	< 0.1%
Hebrew	204	< 0.1%
Punctuation	102	< 0.1%
Arabic	64	< 0.1%
Hiragana	32	< 0.1%
Other values (2)	26	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
'	424635	11.3%
	309183	8.2%
e	252474	6.7%
a	243910	6.5%
r	187110	5.0%
n	183675	4.9%
i	179076	4.8%
o	173972	4.6%
[	159094	4.2%
]	159094	4.2%
Other values (78)	1488165	39.6%

Value	Count	Frequency (%)
é	4264	23.2%
á	1185	6.4%
í	861	4.7%
ó	764	4.2%
ς	715	3.9%
α	693	3.8%
ö	598	3.3%
ο	491	2.7%
τ	481	2.6%
ρ	448	2.4%
Other values (122)	7880	42.9%

Value	Count	Frequency (%)
م	14	21.9%
د	9	14.1%
ي	9	14.1%
ح	7	10.9%
ف	5	7.8%
و	5	7.8%
ز	5	7.8%
ا	2	3.1%
ل	2	3.1%
إ	2	3.1%
Other values (2)	4	6.2%

Value	Count	Frequency (%)
萍	35	4.7%
崔	34	4.5%
璇	30	4.0%
薇	30	4.0%
周	29	3.9%
紫	29	3.9%
張	27	3.6%
光	25	3.3%
蘭	24	3.2%
白	24	3.2%
Other values (207)	464	61.8%

Value	Count	Frequency (%)
е	142	8.3%
и	129	7.6%
н	128	7.5%
р	125	7.3%
о	118	6.9%
а	115	6.8%
с	81	4.8%
т	73	4.3%
л	62	3.6%
м	58	3.4%
Other values (41)	671	39.4%

Value	Count	Frequency (%)
ו	48	23.5%
א	24	11.8%
מ	24	11.8%
ן	24	11.8%
ה	24	11.8%
ר	12	5.9%
ל	12	5.9%
ך	12	5.9%
ס	12	5.9%
ב	12	5.9%

Value	Count	Frequency (%)
・	34	10.1%
オ	29	8.6%
ト	16	4.7%
セ	15	4.5%
シ	15	4.5%
キ	14	4.2%
ー	14	4.2%
ゲ	13	3.9%
ル	12	3.6%
デ	12	3.6%
Other values (40)	163	48.4%

Value	Count	Frequency (%)
–	40	39.2%
’	32	31.4%
”	26	25.5%
“	3	2.9%
•	1	1.0%

Value	Count	Frequency (%)
เ	145	7.8%
อ	142	7.6%
ิ	137	7.4%
ร	131	7.1%
ย	114	6.1%
น	112	6.0%
์	102	5.5%
ล	79	4.3%
ว	74	4.0%
ม	71	3.8%
Other values (41)	750	40.4%

Value	Count	Frequency (%)
나	2	8.0%
율	2	8.0%
김	2	8.0%
시	1	4.0%
온	1	4.0%
한	1	4.0%
해	1	4.0%
팬	1	4.0%
텀	1	4.0%
미	1	4.0%
Other values (12)	12	48.0%

Value	Count	Frequency (%)
と	11	34.4%
ゆ	3	9.4%
み	3	9.4%
ま	2	6.2%
や	2	6.2%
る	1	3.1%
た	1	3.1%
つ	1	3.1%
あ	1	3.1%
べ	1	3.1%
Other values (6)	6	18.8%

Value	Count	Frequency (%)
☆	1	100.0%

danceability
Real number (ℝ_≥0)

Distinct	1229
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5301442441
Minimum	0.0551
Maximum	0.988
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.0551
5-th percentile	0.225
Q1	0.407
median	0.539
Q3	0.658
95-th percentile	0.808
Maximum	0.988
Range	0.9329
Interquartile range (IQR)	0.251

Descriptive statistics

Standard deviation	0.1757911515
Coefficient of variation (CV)	0.3315911725
Kurtosis	-0.4912224415
Mean	0.5301442441
Median Absolute Deviation (MAD)	0.125
Skewness	-0.1615269207
Sum	84339.5875
Variance	0.03090252895
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.565	415	0.3%
0.546	397	0.2%
0.578	384	0.2%
0.545	384	0.2%
0.559	378	0.2%
0.528	378	0.2%
0.612	378	0.2%
0.6	373	0.2%
0.564	368	0.2%
0.523	367	0.2%
Other values (1219)	155266	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0551	1	< 0.1%
0.0559	1	< 0.1%
0.0574	1	< 0.1%
0.0583	1	< 0.1%
0.0586	1	< 0.1%
0.0587	1	< 0.1%
0.0589	1	< 0.1%
0.059	1	< 0.1%
0.0591	1	< 0.1%
0.0594	1	< 0.1%

Value	Count	Frequency (%)
0.988	1	< 0.1%
0.987	1	< 0.1%
0.986	1	< 0.1%
0.985	3	< 0.1%
0.982	1	< 0.1%
0.98	4	< 0.1%
0.979	2	< 0.1%
0.978	1	< 0.1%
0.977	2	< 0.1%
0.976	1	< 0.1%

duration_ms
Real number (ℝ_≥0)

Distinct	51302
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	231124.1203
Minimum	15462
Maximum	1197867
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	15462
5-th percentile	115137.9
Q1	170507
median	207633
Q3	265560
95-th percentile	421235.45
Maximum	1197867
Range	1182405
Interquartile range (IQR)	95053

Descriptive statistics

Standard deviation	106226.252
Coefficient of variation (CV)	0.4596069499
Kurtosis	11.50331654
Mean	231124.1203
Median Absolute Deviation (MAD)	44834.5
Skewness	2.48337566
Sum	3.676907406 × 10¹⁰
Variance	1.128401661 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180000	53	< 0.1%
192000	53	< 0.1%
186000	50	< 0.1%
175000	48	< 0.1%
208000	47	< 0.1%
195000	45	< 0.1%
200000	45	< 0.1%
170000	44	< 0.1%
160000	44	< 0.1%
240000	43	< 0.1%
Other values (51292)	158616	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15462	1	< 0.1%
16416	1	< 0.1%
16653	1	< 0.1%
17000	1	< 0.1%
17162	1	< 0.1%
17187	1	< 0.1%
17400	1	< 0.1%
17533	1	< 0.1%
17601	1	< 0.1%
17867	1	< 0.1%

Value	Count	Frequency (%)
1197867	1	< 0.1%
1195893	1	< 0.1%
1194400	1	< 0.1%
1192760	1	< 0.1%
1192173	1	< 0.1%
1191416	1	< 0.1%
1189907	1	< 0.1%
1186747	1	< 0.1%
1183880	1	< 0.1%
1182693	1	< 0.1%

energy
Real number (ℝ_≥0)

Distinct	2285
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.483437874
Minimum	9.94 × 10⁵
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	9.94 × 10⁵
5-th percentile	0.074
Q1	0.258
median	0.47
Q3	0.705
95-th percentile	0.928
Maximum	1
Range	0.9999006
Interquartile range (IQR)	0.447

Descriptive statistics

Standard deviation	0.2687021285
Coefficient of variation (CV)	0.5558152205
Kurtosis	-1.087786539
Mean	0.483437874
Median Absolute Deviation (MAD)	0.222
Skewness	0.1185544525
Sum	76909.16449
Variance	0.07220083387
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.306	235	0.1%
0.299	228	0.1%
0.254	228	0.1%
0.336	224	0.1%
0.32	221	0.1%
0.245	221	0.1%
0.341	221	0.1%
0.325	220	0.1%
0.31	220	0.1%
0.285	220	0.1%
Other values (2275)	156850	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.94 × 10⁵	1	< 0.1%
0.000103	1	< 0.1%
0.000182	1	< 0.1%
0.000212	1	< 0.1%
0.000245	1	< 0.1%
0.000246	1	< 0.1%
0.000281	1	< 0.1%
0.00045	1	< 0.1%
0.000482	1	< 0.1%
0.00054	1	< 0.1%

Value	Count	Frequency (%)
1	22	< 0.1%
0.999	33	< 0.1%
0.998	57	< 0.1%
0.997	73	< 0.1%
0.996	72	< 0.1%
0.995	100	0.1%
0.994	72	< 0.1%
0.993	88	0.1%
0.992	65	< 0.1%
0.991	96	0.1%

explicit
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.8 MiB

0	150159
1	8929

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159088
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

Most occurring characters

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159088	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	159088	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159088	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	150159	94.4%
1	8929	5.6%

id
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	159088
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	12.0 MiB

01YidNo562wiolWHBkzlB2	1
4maMC0C52VVMgU36oeAbDB	1
7hipopY0Bgnm4DBO6CfMNF	1
6qIleHbUTXcGfBfQ8h0R2n	1
1EggXbyM1QRhHtvdDgAR8o	1
Other values (159083)	159083

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	3499936
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	159088 ?
Unique (%)	100.0%

Sample

1st row	0cS0A1fUEUd1EW3FcF8AEI
2nd row	0hbkKFIJm7Z05H8Zl9w30f
3rd row	11m7laMUgmOKqI3oYzuhne
4th row	19Lc5SfJJ5O1oaxY0fpwfh
5th row	2hJjbsLCytGsnAHfdsLejp

Value	Count	Frequency (%)
01YidNo562wiolWHBkzlB2	1	< 0.1%
4maMC0C52VVMgU36oeAbDB	1	< 0.1%
7hipopY0Bgnm4DBO6CfMNF	1	< 0.1%
6qIleHbUTXcGfBfQ8h0R2n	1	< 0.1%
1EggXbyM1QRhHtvdDgAR8o	1	< 0.1%
1f0kBGpYHgXtDSuaoqlp9G	1	< 0.1%
0xHFiCfx8l1tTuoPahkVWD	1	< 0.1%
7LjxyD6xueeuwW9qyH4pbJ	1	< 0.1%
50x81sb0gBee8tf30mm8C9	1	< 0.1%
7zmsP4U5puj7arUdK4LPUC	1	< 0.1%
Other values (159078)	159078	> 99.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
47ehw8kny6xhetwmyay0br	1	< 0.1%
7t9asd15tyzcnxyutkpcyl	1	< 0.1%
21ebn1mffefhdtegy6vxss	1	< 0.1%
7ljux6l94k33wbem8mkgrf	1	< 0.1%
0r4u8miozuxga63fxejrus	1	< 0.1%
0hzbyriaxd5pa0ruz3obpm	1	< 0.1%
5dj9umz0dolgssymvwnkox	1	< 0.1%
0ahnc2wclw6zx1oxod75gk	1	< 0.1%
55cwbewsmkmeadnxp0qxog	1	< 0.1%
4npikdt08klz70ghoro5uu	1	< 0.1%
Other values (159078)	159078	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	77312	2.2%
1	75966	2.2%
2	74922	2.1%
3	73982	2.1%
4	73398	2.1%
5	73350	2.1%
6	72588	2.1%
7	68812	2.0%
L	54577	1.6%
t	54304	1.6%
Other values (52)	2800725	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1401955	40.1%
Uppercase Letter	1399377	40.0%
Decimal Number	698604	20.0%

Most frequent character per category

Value	Count	Frequency (%)
t	54304	3.9%
l	54154	3.9%
b	54114	3.9%
s	54105	3.9%
a	54098	3.9%
y	54060	3.9%
r	54047	3.9%
e	54030	3.9%
q	54007	3.9%
h	53961	3.8%
Other values (16)	861075	61.4%

Value	Count	Frequency (%)
L	54577	3.9%
D	54281	3.9%
Q	54264	3.9%
C	54253	3.9%
F	54215	3.9%
J	54180	3.9%
M	54017	3.9%
H	53984	3.9%
T	53860	3.8%
O	53844	3.8%
Other values (16)	857902	61.3%

Value	Count	Frequency (%)
0	77312	11.1%
1	75966	10.9%
2	74922	10.7%
3	73982	10.6%
4	73398	10.5%
5	73350	10.5%
6	72588	10.4%
7	68812	9.8%
9	54229	7.8%
8	54045	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2801332	80.0%
Common	698604	20.0%

Most frequent character per script

Value	Count	Frequency (%)
L	54577	1.9%
t	54304	1.9%
D	54281	1.9%
Q	54264	1.9%
C	54253	1.9%
F	54215	1.9%
J	54180	1.9%
l	54154	1.9%
b	54114	1.9%
s	54105	1.9%
Other values (42)	2258885	80.6%

Value	Count	Frequency (%)
0	77312	11.1%
1	75966	10.9%
2	74922	10.7%
3	73982	10.6%
4	73398	10.5%
5	73350	10.5%
6	72588	10.4%
7	68812	9.8%
9	54229	7.8%
8	54045	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3499936	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	77312	2.2%
1	75966	2.2%
2	74922	2.1%
3	73982	2.1%
4	73398	2.1%
5	73350	2.1%
6	72588	2.1%
7	68812	2.0%
L	54577	1.6%
t	54304	1.6%
Other values (52)	2800725	80.0%

instrumentalness
Real number (ℝ_≥0)

ZEROS

Distinct	5400
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1951513762
Minimum	0
Maximum	1
Zeros	37197
Zeros (%)	23.4%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.55 × 10⁶
median	0.000635
Q3	0.241
95-th percentile	0.912
Maximum	1
Range	1
Interquartile range (IQR)	0.24099845

Descriptive statistics

Standard deviation	0.3322959965
Coefficient of variation (CV)	1.702760201
Kurtosis	0.1561726422
Mean	0.1951513762
Median Absolute Deviation (MAD)	0.000635
Skewness	1.381202866
Sum	31046.24213
Variance	0.1104206293
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37197	23.4%
0.917	228	0.1%
0.916	220	0.1%
0.905	215	0.1%
0.904	205	0.1%
0.901	203	0.1%
0.909	199	0.1%
0.908	199	0.1%
0.903	199	0.1%
0.913	199	0.1%
Other values (5390)	120024	75.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37197	23.4%
1 × 10⁶	29	< 0.1%
1.01 × 10⁶	57	< 0.1%
1.02 × 10⁶	70	< 0.1%
1.03 × 10⁶	59	< 0.1%
1.04 × 10⁶	48	< 0.1%
1.05 × 10⁶	56	< 0.1%
1.06 × 10⁶	48	< 0.1%
1.07 × 10⁶	56	< 0.1%
1.08 × 10⁶	49	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	4	< 0.1%
0.998	4	< 0.1%
0.997	2	< 0.1%
0.996	4	< 0.1%
0.995	6	< 0.1%
0.994	10	< 0.1%
0.993	13	< 0.1%
0.992	4	< 0.1%
0.991	5	< 0.1%

key
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.197180177
Minimum	0
Maximum	11
Zeros	20214
Zeros (%)	12.7%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.498941933
Coefficient of variation (CV)	0.6732385281
Kurtosis	-1.264288878
Mean	5.197180177
Median Absolute Deviation (MAD)	3
Skewness	0.0008039755271
Sum	826809
Variance	12.24259465
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	20214	12.7%
7	19805	12.4%
2	17670	11.1%
9	16680	10.5%
5	15483	9.7%
4	12430	7.8%
1	11414	7.2%
10	11335	7.1%
8	9913	6.2%
11	9455	5.9%
Other values (2)	14689	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20214	12.7%
1	11414	7.2%
2	17670	11.1%
3	6876	4.3%
4	12430	7.8%
5	15483	9.7%
6	7813	4.9%
7	19805	12.4%
8	9913	6.2%
9	16680	10.5%

Value	Count	Frequency (%)
11	9455	5.9%
10	11335	7.1%
9	16680	10.5%
8	9913	6.2%
7	19805	12.4%
6	7813	4.9%
5	15483	9.7%
4	12430	7.8%
3	6876	4.3%
2	17670	11.1%

liveness
Real number (ℝ_≥0)

Distinct	1734
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2073646609
Minimum	0.00967
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.00967
5-th percentile	0.0595
Q1	0.0983
median	0.135
Q3	0.262
95-th percentile	0.631
Maximum	1
Range	0.99033
Interquartile range (IQR)	0.1637

Descriptive statistics

Standard deviation	0.1787384917
Coefficient of variation (CV)	0.8619525184
Kurtosis	4.8113184
Mean	0.2073646609
Median Absolute Deviation (MAD)	0.053
Skewness	2.140038729
Sum	32989.22917
Variance	0.0319474484
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	1703	1.1%
0.109	1562	1.0%
0.11	1557	1.0%
0.108	1527	1.0%
0.107	1481	0.9%
0.112	1416	0.9%
0.106	1412	0.9%
0.105	1400	0.9%
0.113	1287	0.8%
0.102	1281	0.8%
Other values (1724)	144462	90.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00967	1	< 0.1%
0.0101	1	< 0.1%
0.0103	1	< 0.1%
0.0116	1	< 0.1%
0.0119	1	< 0.1%
0.012	1	< 0.1%
0.0136	2	< 0.1%
0.0139	1	< 0.1%
0.0142	1	< 0.1%
0.0146	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	1	< 0.1%
0.998	1	< 0.1%
0.997	4	< 0.1%
0.996	4	< 0.1%
0.995	8	< 0.1%
0.994	10	< 0.1%
0.993	6	< 0.1%
0.992	14	< 0.1%
0.991	20	< 0.1%

loudness
Real number (ℝ)

Distinct	24844
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-11.52919707
Minimum	-55
Maximum	3.367
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	-55
5-th percentile	-21.75565
Q1	-14.474
median	-10.715
Q3	-7.49
95-th percentile	-4.351
Maximum	3.367
Range	58.367
Interquartile range (IQR)	6.984

Descriptive statistics

Standard deviation	5.501741338
Coefficient of variation (CV)	-0.4772007368
Kurtosis	1.832360811
Mean	-11.52919707
Median Absolute Deviation (MAD)	3.441
Skewness	-1.063620314
Sum	-1834156.904
Variance	30.26915775
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.578	29	< 0.1%
-8.992	27	< 0.1%
-8.986	27	< 0.1%
-7.031	27	< 0.1%
-10.438	26	< 0.1%
-8.705	26	< 0.1%
-11.815	25	< 0.1%
-5.702	25	< 0.1%
-11.15	25	< 0.1%
-7.632	25	< 0.1%
Other values (24834)	158826	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	1	< 0.1%
-48.587	1	< 0.1%
-48.278	1	< 0.1%
-47.046	1	< 0.1%
-46.825	1	< 0.1%
-45.353	1	< 0.1%
-44.761	1	< 0.1%
-44.638	1	< 0.1%
-44.465	1	< 0.1%
-44.281	1	< 0.1%

Value	Count	Frequency (%)
3.367	1	< 0.1%
1.83	1	< 0.1%
1.342	1	< 0.1%
1.027	3	< 0.1%
1.023	1	< 0.1%
0.977	1	< 0.1%
0.899	1	< 0.1%
0.781	1	< 0.1%
0.674	1	< 0.1%
0.523	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.8 MiB

1	112785
0	46303

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159088
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

Most occurring characters

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159088	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	159088	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159088	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	112785	70.9%
0	46303	29.1%

name
Categorical

HIGH CARDINALITY

Distinct	126490
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Memory size	12.9 MiB

White Christmas	102
Winter Wonderland	88
Silent Night	81
Jingle Bells	71
2000 Years	65
Other values (126485)	158681

Length

Max length	255
Median length	19
Mean length	23.99403475
Min length	1

Characters and Unicode

Total characters	3817163
Distinct characters	1504
Distinct categories	21 ?
Distinct scripts	13 ?
Distinct blocks	20 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	110147 ?
Unique (%)	69.2%

Sample

1st row	Keep A Song In Your Soul
2nd row	I Put A Spell On You
3rd row	Golfing Papa
4th row	True House Music - Xavier Santos & Carlos Gomix Remix
5th row	Xuniverxe

Value	Count	Frequency (%)
White Christmas	102	0.1%
Winter Wonderland	88	0.1%
Silent Night	81	0.1%
Jingle Bells	71	< 0.1%
2000 Years	65	< 0.1%
Sleigh Ride	54	< 0.1%
Silver Bells	51	< 0.1%
Summertime	51	< 0.1%
The Christmas Song	51	< 0.1%
O Holy Night	48	< 0.1%
Other values (126480)	158426	99.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
	36025	5.0%
the	22029	3.1%
in	11109	1.6%
a	8796	1.2%
i	8666	1.2%
you	8630	1.2%
of	8041	1.1%
no	6221	0.9%
me	6208	0.9%
to	5839	0.8%
Other values (59441)	594386	83.0%

Most occurring characters

Value	Count	Frequency (%)
	556862	14.6%
e	337404	8.8%
a	241799	6.3%
o	223155	5.8%
n	183178	4.8%
i	182466	4.8%
r	174201	4.6%
t	163988	4.3%
s	123304	3.2%
l	113606	3.0%
Other values (1494)	1517200	39.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2387476	62.5%
Uppercase Letter	598643	15.7%
Space Separator	556862	14.6%
Decimal Number	99170	2.6%
Other Punctuation	97174	2.5%
Dash Punctuation	35397	0.9%
Close Punctuation	15900	0.4%
Open Punctuation	15852	0.4%
Other Letter	8805	0.2%
Nonspacing Mark	1067	< 0.1%
Other values (11)	817	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
า	327	3.7%
น	279	3.2%
เ	249	2.8%
อ	245	2.8%
ร	233	2.6%
ก	229	2.6%
ม	224	2.5%
ง	186	2.1%
ย	156	1.8%
ไ	154	1.7%
Other values (1119)	6523	74.1%

Value	Count	Frequency (%)
e	337404	14.1%
a	241799	10.1%
o	223155	9.3%
n	183178	7.7%
i	182466	7.6%
r	174201	7.3%
t	163988	6.9%
s	123304	5.2%
l	113606	4.8%
h	86468	3.6%
Other values (156)	557907	23.4%

Value	Count	Frequency (%)
T	48765	8.1%
S	46873	7.8%
M	43918	7.3%
A	37998	6.3%
I	37460	6.3%
L	34796	5.8%
R	34007	5.7%
B	32217	5.4%
C	30168	5.0%
D	26385	4.4%
Other values (97)	226056	37.8%

Value	Count	Frequency (%)
.	24089	24.8%
,	21323	21.9%
'	20459	21.1%
:	12824	13.2%
"	7218	7.4%
/	4623	4.8%
&	2034	2.1%
!	1833	1.9%
?	1409	1.4%
;	633	0.7%
Other values (14)	729	0.8%

Value	Count	Frequency (%)
่	275	25.8%
ั	194	18.2%
้	183	17.2%
ี	107	10.0%
ิ	76	7.1%
ื	49	4.6%
ู	40	3.7%
ุ	33	3.1%
็	33	3.1%
์	32	3.0%
Other values (5)	45	4.2%

Value	Count	Frequency (%)
0	21190	21.4%
2	19699	19.9%
1	18739	18.9%
9	8629	8.7%
5	5731	5.8%
3	5621	5.7%
4	5151	5.2%
6	4839	4.9%
8	4821	4.9%
7	4750	4.8%

Value	Count	Frequency (%)
+	32	33.3%
=	23	24.0%
~	16	16.7%
>	12	12.5%
\|	4	4.2%
<	4	4.2%
⁻	4	4.2%
→	1	1.0%

Value	Count	Frequency (%)
(	14982	94.5%
[	851	5.4%
《	7	< 0.1%
「	6	< 0.1%
{	4	< 0.1%
⧼	1	< 0.1%
『	1	< 0.1%

Value	Count	Frequency (%)
)	15030	94.5%
]	850	5.3%
》	7	< 0.1%
」	6	< 0.1%
}	5	< 0.1%
⧽	1	< 0.1%
』	1	< 0.1%

Value	Count	Frequency (%)
-	35326	99.8%
–	54	0.2%
〜	11	< 0.1%
—	4	< 0.1%
―	2	< 0.1%

Value	Count	Frequency (%)
ー	100	94.3%
ๆ	4	3.8%
ʻ	1	0.9%
々	1	0.9%

Value	Count	Frequency (%)
°	12	80.0%
№	1	6.7%
♥	1	6.7%
®	1	6.7%

Value	Count	Frequency (%)
⁸	1	25.0%
³	1	25.0%
¹	1	25.0%
²	1	25.0%

Value	Count	Frequency (%)
’	256	75.3%
”	81	23.8%
»	3	0.9%

Value	Count	Frequency (%)
“	79	78.2%
‘	19	18.8%
«	3	3.0%

Value	Count	Frequency (%)
´	17	89.5%
`	2	10.5%

Value	Count	Frequency (%)
$	100	98.0%
£	2	2.0%

Value	Count	Frequency (%)
	556862	100.0%

Value	Count	Frequency (%)
_	31	100.0%

Value	Count	Frequency (%)
	2	100.0%

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2975799	78.0%
Common	821166	21.5%
Greek	8348	0.2%
Thai	5145	0.1%
Han	2658	0.1%
Cyrillic	1968	0.1%
Katakana	817	< 0.1%
Hiragana	418	< 0.1%
Hebrew	406	< 0.1%
Arabic	236	< 0.1%
Other values (3)	202	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
的	54	2.0%
我	54	2.0%
你	50	1.9%
愛	49	1.8%
曲	41	1.5%
人	36	1.4%
一	34	1.3%
不	32	1.2%
心	32	1.2%
電	30	1.1%
Other values (773)	2246	84.5%

Value	Count	Frequency (%)
e	337404	11.3%
a	241799	8.1%
o	223155	7.5%
n	183178	6.2%
i	182466	6.1%
r	174201	5.9%
t	163988	5.5%
s	123304	4.1%
l	113606	3.8%
h	86468	2.9%
Other values (142)	1146230	38.5%

Value	Count	Frequency (%)
의	4	2.4%
월	4	2.4%
아	4	2.4%
소	3	1.8%
년	3	1.8%
을	3	1.8%
해	3	1.8%
거	3	1.8%
한	3	1.8%
날	3	1.8%
Other values (103)	133	80.1%

Value	Count	Frequency (%)
	556862	67.8%
-	35326	4.3%
.	24089	2.9%
,	21323	2.6%
0	21190	2.6%
'	20459	2.5%
2	19699	2.4%
1	18739	2.3%
)	15030	1.8%
(	14982	1.8%
Other values (74)	73467	8.9%

Value	Count	Frequency (%)
ン	52	6.4%
イ	50	6.1%
ス	46	5.6%
ル	36	4.4%
ッ	34	4.2%
ク	31	3.8%
ラ	29	3.5%
ト	27	3.3%
フ	24	2.9%
リ	24	2.9%
Other values (63)	464	56.8%

Value	Count	Frequency (%)
α	891	10.7%
ι	600	7.2%
ο	582	7.0%
τ	483	5.8%
ν	473	5.7%
ρ	384	4.6%
ε	374	4.5%
μ	324	3.9%
ά	319	3.8%
λ	313	3.7%
Other values (52)	3605	43.2%

Value	Count	Frequency (%)
の	54	12.9%
い	31	7.4%
な	23	5.5%
た	19	4.5%
に	17	4.1%
し	15	3.6%
ま	14	3.3%
は	14	3.3%
ら	13	3.1%
と	13	3.1%
Other values (50)	205	49.0%

Value	Count	Frequency (%)
า	327	6.4%
น	279	5.4%
่	275	5.3%
เ	249	4.8%
อ	245	4.8%
ร	233	4.5%
ก	229	4.5%
ม	224	4.4%
ั	194	3.8%
ง	186	3.6%
Other values (48)	2704	52.6%

Value	Count	Frequency (%)
а	254	12.9%
е	163	8.3%
о	114	5.8%
н	111	5.6%
р	108	5.5%
т	95	4.8%
с	92	4.7%
и	89	4.5%
ь	89	4.5%
к	86	4.4%
Other values (45)	767	39.0%

Value	Count	Frequency (%)
ا	37	15.7%
ي	25	10.6%
ل	24	10.2%
و	15	6.4%
ب	13	5.5%
ن	13	5.5%
م	12	5.1%
ى	9	3.8%
ع	9	3.8%
د	8	3.4%
Other values (19)	71	30.1%

Value	Count	Frequency (%)
י	53	13.1%
ו	43	10.6%
ה	41	10.1%
ל	30	7.4%
ב	26	6.4%
ש	21	5.2%
ר	20	4.9%
א	19	4.7%
ת	14	3.4%
ן	14	3.4%
Other values (16)	125	30.8%

Value	Count	Frequency (%)
ა	3	33.3%
ნ	2	22.2%
მ	1	11.1%
ე	1	11.1%
ტ	1	11.1%
ი	1	11.1%

Value	Count	Frequency (%)
́	21	77.8%
゙	4	14.8%
̃	2	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3786104	99.2%
None	18486	0.5%
Thai	5145	0.1%
CJK	2657	0.1%
Cyrillic	1968	0.1%
Katakana	984	< 0.1%
Punctuation	542	< 0.1%
Hiragana	422	< 0.1%
Hebrew	406	< 0.1%
Arabic	236	< 0.1%
Other values (10)	213	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
	556862	14.7%
e	337404	8.9%
a	241799	6.4%
o	223155	5.9%
n	183178	4.8%
i	182466	4.8%
r	174201	4.6%
t	163988	4.3%
s	123304	3.3%
l	113606	3.0%
Other values (84)	1486141	39.3%

Value	Count	Frequency (%)
é	2207	11.9%
ó	948	5.1%
α	891	4.8%
á	816	4.4%
í	748	4.0%
ñ	681	3.7%
ι	600	3.2%
è	591	3.2%
ο	582	3.1%
τ	483	2.6%
Other values (166)	9939	53.8%

Value	Count	Frequency (%)
ا	37	15.7%
ي	25	10.6%
ل	24	10.2%
و	15	6.4%
ب	13	5.5%
ن	13	5.5%
م	12	5.1%
ى	9	3.8%
ع	9	3.8%
د	8	3.4%
Other values (19)	71	30.1%

Value	Count	Frequency (%)
’	256	47.2%
”	81	14.9%
“	79	14.6%
–	54	10.0%
…	40	7.4%
‘	19	3.5%
—	4	0.7%
	2	0.4%
•	2	0.4%
―	2	0.4%
Other values (2)	3	0.6%

Value	Count	Frequency (%)
的	54	2.0%
我	54	2.0%
你	50	1.9%
愛	49	1.8%
曲	41	1.5%
人	36	1.4%
一	34	1.3%
不	32	1.2%
心	32	1.2%
電	30	1.1%
Other values (772)	2245	84.5%

Value	Count	Frequency (%)
а	254	12.9%
е	163	8.3%
о	114	5.8%
н	111	5.6%
р	108	5.5%
т	95	4.8%
с	92	4.7%
и	89	4.5%
ь	89	4.5%
к	86	4.4%
Other values (45)	767	39.0%

Value	Count	Frequency (%)
า	327	6.4%
น	279	5.4%
่	275	5.3%
เ	249	4.8%
อ	245	4.8%
ร	233	4.5%
ก	229	4.5%
ม	224	4.4%
ั	194	3.8%
ง	186	3.6%
Other values (48)	2704	52.6%

Value	Count	Frequency (%)
の	54	12.8%
い	31	7.3%
な	23	5.5%
た	19	4.5%
に	17	4.0%
し	15	3.6%
ま	14	3.3%
は	14	3.3%
ら	13	3.1%
と	13	3.1%
Other values (51)	209	49.5%

Value	Count	Frequency (%)
ー	100	10.2%
・	67	6.8%
ン	52	5.3%
イ	50	5.1%
ス	46	4.7%
ル	36	3.7%
ッ	34	3.5%
ク	31	3.2%
ラ	29	2.9%
ト	27	2.7%
Other values (65)	512	52.0%

Value	Count	Frequency (%)
ế	1	10.0%
ố	1	10.0%
ổ	1	10.0%
ạ	1	10.0%
ự	1	10.0%
ề	1	10.0%
ớ	1	10.0%
ụ	1	10.0%
ầ	1	10.0%
ờ	1	10.0%

Value	Count	Frequency (%)
의	4	2.6%
월	4	2.6%
아	4	2.6%
소	3	2.0%
년	3	2.0%
을	3	2.0%
해	3	2.0%
거	3	2.0%
한	3	2.0%
날	3	2.0%
Other values (91)	118	78.1%

Value	Count	Frequency (%)
́	21	91.3%
̃	2	8.7%

Value	Count	Frequency (%)
→	1	100.0%

Value	Count	Frequency (%)
ა	3	33.3%
ნ	2	22.2%
მ	1	11.1%
ე	1	11.1%
ტ	1	11.1%
ი	1	11.1%

Value	Count	Frequency (%)
י	53	13.1%
ו	43	10.6%
ה	41	10.1%
ל	30	7.4%
ב	26	6.4%
ש	21	5.2%
ר	20	4.9%
א	19	4.7%
ת	14	3.4%
ן	14	3.4%
Other values (16)	125	30.8%

Value	Count	Frequency (%)
ʻ	1	100.0%

Value	Count	Frequency (%)
№	1	100.0%

Value	Count	Frequency (%)
♥	1	100.0%

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Value	Count	Frequency (%)
ᅥ	3	20.0%
ᄎ	2	13.3%
ᆼ	1	6.7%
ᅮ	1	6.7%
ᆫ	1	6.7%
ᄋ	1	6.7%
ᄆ	1	6.7%
ᄂ	1	6.7%
ᅵ	1	6.7%
ᆷ	1	6.7%
Other values (2)	2	13.3%

popularity
Real number (ℝ_≥0)

ZEROS

Distinct	98
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.3923426
Minimum	0
Maximum	100
Zeros	32180
Zeros (%)	20.2%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	28
Q3	44
95-th percentile	64
Maximum	100
Range	100
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	21.73536507
Coefficient of variation (CV)	0.7934832514
Kurtosis	-0.9542433568
Mean	27.3923426
Median Absolute Deviation (MAD)	19
Skewness	0.2684602797
Sum	4357793
Variance	472.4260949
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32180	20.2%
1	3158	2.0%
33	2740	1.7%
34	2734	1.7%
36	2720	1.7%
35	2674	1.7%
32	2668	1.7%
31	2570	1.6%
38	2547	1.6%
37	2535	1.6%
Other values (88)	102562	64.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32180	20.2%
1	3158	2.0%
2	1921	1.2%
3	1648	1.0%
4	1392	0.9%
5	1368	0.9%
6	1291	0.8%
7	1404	0.9%
8	1423	0.9%
9	1532	1.0%

Value	Count	Frequency (%)
100	1	< 0.1%
96	2	< 0.1%
95	2	< 0.1%
94	5	< 0.1%
93	2	< 0.1%
92	6	< 0.1%
91	13	< 0.1%
90	13	< 0.1%
89	18	< 0.1%
88	14	< 0.1%

release_date
Categorical

HIGH CARDINALITY

Distinct	10906
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Memory size	9.9 MiB

1949	1125
1930-01-01	987
1940-01-01	964
1946	963
1951	910
Other values (10901)	154139

Length

Max length	10
Median length	10
Mean length	8.269976365
Min length	4

Characters and Unicode

Total characters	1315654
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2983 ?
Unique (%)	1.9%

Sample

1st row	1920
2nd row	1920-01-05
3rd row	1920
4th row	1920-01-01
5th row	1920-10-01

Value	Count	Frequency (%)
1949	1125	0.7%
1930-01-01	987	0.6%
1940-01-01	964	0.6%
1946	963	0.6%
1951	910	0.6%
1956	903	0.6%
1947	868	0.5%
1962	846	0.5%
1953	837	0.5%
1948	829	0.5%
Other values (10896)	149856	94.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
1949	1125	0.7%
1930-01-01	987	0.6%
1940-01-01	964	0.6%
1946	963	0.6%
1951	910	0.6%
1956	903	0.6%
1947	868	0.5%
1962	846	0.5%
1953	837	0.5%
1948	829	0.5%
Other values (10896)	149856	94.2%

Most occurring characters

Value	Count	Frequency (%)
1	308729	23.5%
0	226996	17.3%
-	226434	17.2%
9	172678	13.1%
2	106055	8.1%
6	48758	3.7%
5	48554	3.7%
8	48486	3.7%
7	46962	3.6%
3	42226	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1089220	82.8%
Dash Punctuation	226434	17.2%

Most frequent character per category

Value	Count	Frequency (%)
1	308729	28.3%
0	226996	20.8%
9	172678	15.9%
2	106055	9.7%
6	48758	4.5%
5	48554	4.5%
8	48486	4.5%
7	46962	4.3%
3	42226	3.9%
4	39776	3.7%

Value	Count	Frequency (%)
-	226434	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1315654	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	308729	23.5%
0	226996	17.3%
-	226434	17.2%
9	172678	13.1%
2	106055	8.1%
6	48758	3.7%
5	48554	3.7%
8	48486	3.7%
7	46962	3.6%
3	42226	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1315654	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	308729	23.5%
0	226996	17.3%
-	226434	17.2%
9	172678	13.1%
2	106055	8.1%
6	48758	3.7%
5	48554	3.7%
8	48486	3.7%
7	46962	3.6%
3	42226	3.2%

speechiness
Real number (ℝ_≥0)

Distinct	1335
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0722166455
Minimum	0.0222
Maximum	0.66
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.0222
5-th percentile	0.0281
Q1	0.0347
median	0.0441
Q3	0.0687
95-th percentile	0.244
Maximum	0.66
Range	0.6378
Interquartile range (IQR)	0.034

Descriptive statistics

Standard deviation	0.07791061072
Coefficient of variation (CV)	1.078845606
Kurtosis	13.05685563
Mean	0.0722166455
Median Absolute Deviation (MAD)	0.012
Skewness	3.365516646
Sum	11488.8017
Variance	0.006070063262
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0337	558	0.4%
0.0347	557	0.4%
0.033	551	0.3%
0.0334	550	0.3%
0.0328	544	0.3%
0.0363	540	0.3%
0.0319	537	0.3%
0.0352	536	0.3%
0.0332	536	0.3%
0.0333	535	0.3%
Other values (1325)	153644	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0222	1	< 0.1%
0.0223	3	< 0.1%
0.0224	5	< 0.1%
0.0225	4	< 0.1%
0.0226	5	< 0.1%
0.0227	7	< 0.1%
0.0228	9	< 0.1%
0.0229	6	< 0.1%
0.023	4	< 0.1%
0.0231	19	< 0.1%

Value	Count	Frequency (%)
0.66	3	< 0.1%
0.659	6	< 0.1%
0.658	3	< 0.1%
0.657	2	< 0.1%
0.654	1	< 0.1%
0.653	2	< 0.1%
0.652	2	< 0.1%
0.651	1	< 0.1%
0.65	2	< 0.1%
0.649	4	< 0.1%

tempo
Real number (ℝ_≥0)

Distinct	81791
Distinct (%)	51.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	117.1756332
Minimum	30.946
Maximum	243.507
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	30.946
5-th percentile	74.299
Q1	94.04175
median	115.4975
Q3	135.147
95-th percentile	174.2413
Maximum	243.507
Range	212.561
Interquartile range (IQR)	41.10525

Descriptive statistics

Standard deviation	30.20000699
Coefficient of variation (CV)	0.2577328252
Kurtosis	-0.13385201
Mean	117.1756332
Median Absolute Deviation (MAD)	20.5805
Skewness	0.4853527867
Sum	18641237.14
Variance	912.0404221
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.991	32	< 0.1%
127.999	28	< 0.1%
128	27	< 0.1%
128.007	25	< 0.1%
130.007	25	< 0.1%
127.994	25	< 0.1%
127.992	24	< 0.1%
128.005	24	< 0.1%
128.004	23	< 0.1%
130.017	23	< 0.1%
Other values (81781)	158832	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30.946	1	< 0.1%
31.988	1	< 0.1%
32.941	1	< 0.1%
33.334	1	< 0.1%
33.391	1	< 0.1%
33.944	1	< 0.1%
34.496	1	< 0.1%
34.631	1	< 0.1%
34.717	1	< 0.1%
34.765	1	< 0.1%

Value	Count	Frequency (%)
243.507	1	< 0.1%
243.372	1	< 0.1%
238.895	1	< 0.1%
236.799	1	< 0.1%
224.437	1	< 0.1%
222.605	1	< 0.1%
221.954	1	< 0.1%
221.741	1	< 0.1%
221.112	1	< 0.1%
221.058	2	< 0.1%

valence
Real number (ℝ_≥0)

Distinct	1701
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5270634615
Minimum	0
Maximum	1
Zeros	48
Zeros (%)	< 0.1%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0848
Q1	0.308
median	0.538
Q3	0.752
95-th percentile	0.939
Maximum	1
Range	1
Interquartile range (IQR)	0.444

Descriptive statistics

Standard deviation	0.2672763658
Coefficient of variation (CV)	0.5071047138
Kurtosis	-1.103280928
Mean	0.5270634615
Median Absolute Deviation (MAD)	0.222
Skewness	-0.1014306693
Sum	83849.47196
Variance	0.07143665573
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	703	0.4%
0.962	582	0.4%
0.963	493	0.3%
0.964	455	0.3%
0.965	378	0.2%
0.96	372	0.2%
0.966	351	0.2%
0.967	321	0.2%
0.968	270	0.2%
0.969	229	0.1%
Other values (1691)	154934	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48	< 0.1%
1 × 10⁵	38	< 0.1%
6.41 × 10⁵	1	< 0.1%
0.00173	1	< 0.1%
0.00213	1	< 0.1%
0.00228	1	< 0.1%
0.00298	1	< 0.1%
0.00311	1	< 0.1%
0.00392	1	< 0.1%
0.00449	1	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.997	1	< 0.1%
0.996	1	< 0.1%
0.995	2	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	1	< 0.1%
0.991	3	< 0.1%
0.99	7	< 0.1%
0.989	5	< 0.1%

year
Real number (ℝ_≥0)

Distinct	102
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1977.380777
Minimum	1920
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1920
5-th percentile	1934
Q1	1957
median	1978
Q3	1998
95-th percentile	2018
Maximum	2021
Range	101
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	25.72887286
Coefficient of variation (CV)	0.01301159249
Kurtosis	-0.9652648865
Mean	1977.380777
Median Absolute Deviation (MAD)	20
Skewness	-0.08657373307
Sum	314577553
Variance	661.9748986
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2020	3190	2.0%
2018	2287	1.4%
2016	2055	1.3%
1991	2042	1.3%
1999	2038	1.3%
2019	2035	1.3%
2002	2016	1.3%
1998	2010	1.3%
1980	1997	1.3%
1996	1990	1.3%
Other values (92)	137428	86.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1920	278	0.2%
1921	146	0.1%
1922	71	< 0.1%
1923	184	0.1%
1924	231	0.1%
1925	278	0.2%
1926	718	0.5%
1927	603	0.4%
1928	1011	0.6%
1929	506	0.3%

Value	Count	Frequency (%)
2021	997	0.6%
2020	3190	2.0%
2019	2035	1.3%
2018	2287	1.4%
2017	1860	1.2%
2016	2055	1.3%
2015	1974	1.2%
2014	1816	1.1%
2013	1962	1.2%
2012	1650	1.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	acousticness	artists	danceability	duration_ms	energy	explicit	id	instrumentalness	key	liveness	loudness	mode	name	popularity	release_date	speechiness	tempo	valence	year
0	0	0.991000	['Mamie Smith']	0.598	168333	0.2240	0	0cS0A1fUEUd1EW3FcF8AEI	0.000522	5	0.3790	-12.628	0	Keep A Song In Your Soul	12	1920	0.0936	149.976	0.6340	1920
1	1	0.643000	["Screamin' Jay Hawkins"]	0.852	150200	0.5170	0	0hbkKFIJm7Z05H8Zl9w30f	0.026400	5	0.0809	-7.261	0	I Put A Spell On You	7	1920-01-05	0.0534	86.889	0.9500	1920
2	2	0.993000	['Mamie Smith']	0.647	163827	0.1860	0	11m7laMUgmOKqI3oYzuhne	0.000018	0	0.5190	-12.098	1	Golfing Papa	4	1920	0.1740	97.600	0.6890	1920
3	3	0.000173	['Oscar Velazquez']	0.730	422087	0.7980	0	19Lc5SfJJ5O1oaxY0fpwfh	0.801000	2	0.1280	-7.311	1	True House Music - Xavier Santos & Carlos Gomix Remix	17	1920-01-01	0.0425	127.997	0.0422	1920
4	4	0.295000	['Mixe']	0.704	165224	0.7070	1	2hJjbsLCytGsnAHfdsLejp	0.000246	10	0.4020	-6.036	0	Xuniverxe	2	1920-10-01	0.0768	122.076	0.2990	1920
5	5	0.996000	['Mamie Smith & Her Jazz Hounds']	0.424	198627	0.2450	0	3HnrHGLE9u2MjHtdobfWl9	0.799000	5	0.2350	-11.470	1	Crazy Blues - 78rpm Version	9	1920	0.0397	103.870	0.4770	1920
6	6	0.992000	['Mamie Smith']	0.782	195200	0.0573	0	5DlCyqLyX2AOVDTjjkDZ8x	0.000002	5	0.1760	-12.453	1	Don't You Advertise Your Man	5	1920	0.0592	85.652	0.4870	1920
7	7	0.996000	['Mamie Smith & Her Jazz Hounds']	0.474	186173	0.2390	0	02FzJbHtqElixxCmrpSCUa	0.186000	9	0.1950	-9.712	1	Arkansas Blues	0	1920	0.0289	78.784	0.3660	1920
8	8	0.996000	['Francisco Canaro']	0.469	146840	0.2380	0	02i59gYdjlhBmbbWhf8YuK	0.960000	8	0.1490	-18.717	1	La Chacarera - Remasterizado	0	1920-07-08	0.0741	130.060	0.6210	1920
9	11	0.996000	['Francisco Canaro']	0.579	167213	0.3560	0	0ANuF7SvPeIHanGcCpy9jR	0.948000	10	0.1740	-14.574	1	Desengaño - Remasterizado	0	1920-07-08	0.0394	131.494	0.7030	1920

Last rows

	df_index	acousticness	artists	danceability	duration_ms	energy	explicit	id	instrumentalness	key	liveness	loudness	mode	name	popularity	release_date	speechiness	tempo	valence	year
159078	174357	0.000032	['Sean Paul']	0.530	292427	0.9590	0	0VCOLfLPC9oOrc90WGp2r3	0.0273	7	0.3550	-5.648	1	So Fine - TC Remix	0	2021-01-22	0.1440	173.009	0.2620	2021
159079	174359	0.598000	['Sean Paul']	0.735	211520	0.8460	0	1spt3fYeaUNtoZHg3E6wrL	0.0000	10	0.1080	-3.110	0	Get Busy	1	2021-01-22	0.0355	100.197	0.7250	2021
159080	174361	0.105000	['Ashnikko']	0.781	172720	0.4870	1	660rulYF3eLCuW6rQpiMdL	0.0000	1	0.0802	-7.301	0	Little Boy	61	2021-01-15	0.1670	129.941	0.3270	2021
159081	174363	0.966000	['Ludovico Einaudi', 'Johannes Bornlöf']	0.269	424200	0.0926	0	0qQPTWtCFnAI4SucF4ytVb	0.8900	9	0.0992	-24.280	0	Divenire	0	2021-01-23	0.0609	120.323	0.1020	2021
159082	174365	0.976000	['Ludovico Einaudi', 'Johannes Bornlöf']	0.358	381150	0.1210	0	0sZ6HFSulsrOl6VTBwp6jd	0.8890	2	0.1350	-25.111	1	I giorni	0	2021-01-23	0.0532	131.808	0.1060	2021
159083	174369	0.995000	['Ludovico Einaudi', 'Johannes Bornlöf']	0.297	349200	0.0287	0	2LeqqwzobL5ktfQhWA3bHh	0.9080	8	0.0995	-30.008	1	Nuvole bianche	0	2021-01-23	0.0564	141.636	0.0678	2021
159084	174371	0.995000	['Ludovico Einaudi', 'Johannes Bornlöf']	0.343	206700	0.0165	0	3Glmyv3hbGGTgeR3FZrxJA	0.8780	9	0.0774	-30.915	0	Una Mattina	0	2021-01-23	0.0455	126.970	0.1510	2021
159085	174375	0.988000	['Ludovico Einaudi', 'Johannes Bornlöf']	0.316	303333	0.0573	0	6QGVWUbmlePAiY5zJjfCmT	0.8790	3	0.1200	-24.121	1	Night	0	2021-01-23	0.0515	81.070	0.0373	2021
159086	174377	0.795000	['Alessia Cara']	0.429	144720	0.2110	0	3N3Wi5Un7iT8amLezSRwub	0.0000	4	0.1960	-11.665	1	A Little More	0	2021-01-22	0.0360	94.710	0.2280	2021
159087	174387	0.920000	['Taylor Swift']	0.462	244000	0.2400	1	1gcyHQpBQ1lfXGdhZmWrHP	0.0000	0	0.1130	-12.077	1	champagne problems	69	2021-01-07	0.0377	171.319	0.3200	2021

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows